← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

GraphMorph: Tubular Structure Extraction by Morphing Predicted Graphs NIPS 2024
Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series NIPS 2024
EGonc : Energy-based Open-Set Node Classification with substitute Unknowns NIPS 2024
Semi-Open 3D Object Retrieval via Hierarchical Equilibrium on Hypergraph NIPS 2024
EGODE: An Event-attended Graph ODE Framework for Modeling Rigid Dynamics NIPS 2024
Learning on Large Graphs using Intersecting Communities NIPS 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series NIPS 2024
Gradient Rewiring for Editable Graph Neural Network Training NIPS 2024
Discrete-state Continuous-time Diffusion for Graph Generation NIPS 2024
DeepITE: Designing Variational Graph Autoencoders for Intervention Target Estimation NIPS 2024
Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed NIPS 2024
Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos NIPS 2024
Unifying Generation and Prediction on Graphs with Latent Graph Diffusion NIPS 2024
Sparse Graphical Linear Dynamical Systems JMLR 2024
Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024
PhAST: Physics-Aware, Scalable, and Task-Specific GNNs for Accelerated Catalyst Design JMLR 2024
A Hybrid Graph Network for Complex Activity Detection in Video WACV 2024
Graph Machine Learning through the Lens of Bilevel Optimization AISTATS 2024
Enhancing Graph Transformers with Hierarchical Distance Structural Encoding NIPS 2024
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism NIPS 2024
GLBench: A Comprehensive Benchmark for Graph with Large Language Models NIPS 2024
Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance NIPS 2024
Deep Equilibrium Algorithmic Reasoning NIPS 2024
Enhancing Robustness of Graph Neural Networks on Social Media with Explainable Inverse Reinforcement Learning NIPS 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning NIPS 2024